MsImpute is a package for imputation of peptide intensity in proteomics experiments. It additionally contains tools for MAR/MNAR diagnosis and assessment of distortions to the probability distribution of the data post imputation. The missing values are imputed by low-rank approximation of the underlying data matrix if they are MAR (method = "v2"), by Barycenter approach if missingness is MNAR ("v2-mnar"), or by Peptide Identity Propagation (PIP).
Package details |
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Bioconductor views | MassSpectrometry Proteomics Software |
Maintainer | |
License | GPL (>=2) |
Version | 1.7.0 |
Package repository | View on GitHub |
Installation |
Install the latest version of this package by entering the following in R:
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